White shark (Carcharodon carcharias), Thinned satellite data (PSAT and SPOT), All pseudo-absence/background points, Cropped to 750 m isobath, all covariates (u and v become vel_mag), evaluated using accuracy
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | accuracy | boyce_cont | roc_auc | tss_max |
|---|---|---|---|---|
| rf | 0.9421222 | 0.9346796 | 0.9932364 | 0.9641983 |
| bt | 0.7406217 | 0.9145745 | 0.7552743 | 0.3923358 |
| maxnet | 0.6709539 | 0.9469154 | 0.7676654 | 0.4274429 |
| gam | 0.7759914 | NA | NA | NA |
| glm | 0.7095391 | NA | NA | NA |
Variable Importance
